{
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"
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"
    }
   },
   "cell_type": "markdown",
   "id": "2f2efb2c",
   "metadata": {},
   "source": [
    "# 数据分析咖哥十话\n",
    "\n",
    "## 第9话 君向潇湘我向秦：A/B测试助力促销\n",
    "\n",
    "**题解** 本话的标题是一句唐诗*，借用郑谷和友人前路的两个方向，暗喻A / B 测试的两个实验方案。当然，郑谷和友人一个向南，一个向北，方向不同；而我们这里要讲的A / B 测试通常用于比较两个有细微差异的方案的优劣。\n",
    "\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "**详细内容请参考拙作：《数据分析咖哥十话》** 人民邮电出版社2022年出版\n",
    "\n",
    "![image-2.png](attachment:image-2.png)\n",
    "\n",
    "购书链接：https://item.jd.com/13335199.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "92774097",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd # 导入Pandas\n",
    "import numpy as np # 导入NumPy\n",
    "import matplotlib.pyplot as plt # 导入pyplot 模块\n",
    "\n",
    "plt.rcParams[\"font.family\"]=['SimHei'] #用来设定字体样式\n",
    "plt.rcParams['font.sans-serif']=['SimHei'] #用来设定无衬线字体样式\n",
    "plt.rcParams['axes.unicode_minus']=False #用来正常显示负号"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "14ba83f7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "用户数: 3000\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>用户码</th>\n",
       "      <th>性别</th>\n",
       "      <th>累计消费次数</th>\n",
       "      <th>价值组别</th>\n",
       "      <th>页面版本</th>\n",
       "      <th>是否购买</th>\n",
       "      <th>retention_7</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3</td>\n",
       "      <td>高</td>\n",
       "      <td>旧页面</td>\n",
       "      <td>否</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>女</td>\n",
       "      <td>38</td>\n",
       "      <td>高</td>\n",
       "      <td>旧页面</td>\n",
       "      <td>是</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>女</td>\n",
       "      <td>165</td>\n",
       "      <td>高</td>\n",
       "      <td>新页面</td>\n",
       "      <td>否</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>男</td>\n",
       "      <td>1</td>\n",
       "      <td>高</td>\n",
       "      <td>新页面</td>\n",
       "      <td>否</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>女</td>\n",
       "      <td>179</td>\n",
       "      <td>高</td>\n",
       "      <td>新页面</td>\n",
       "      <td>否</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   用户码 性别  累计消费次数 价值组别 页面版本 是否购买  retention_7\n",
       "0    1  男       3    高  旧页面    否        False\n",
       "1    2  女      38    高  旧页面    是        False\n",
       "2    3  女     165    高  新页面    否        False\n",
       "3    4  男       1    高  新页面    否        False\n",
       "4    5  女     179    高  新页面    否         True"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_AB = pd.read_csv('AB测试.csv') # 载入数据\n",
    "print('用户数:', df_AB.count()['用户码']) # 数据条目\n",
    "df_AB.head() # 输出前几行数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3ced0d0b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df_AB.groupby('页面版本').count()['用户码'].plot.pie(autopct='%1.0f%%') # 饼图\n",
    "plt.show() # 输出饼图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "824a758e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df_AB.groupby(['页面版本', '是否购买']).count()['用户码'].unstack('是否购买').plot(kind='bar') #分组的转化条形图\n",
    "plt.show() # 输出条形图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "55fe4dc9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "新页面转化率： 0.43533333333333335\n",
      "旧页面转化率： 0.418\n"
     ]
    }
   ],
   "source": [
    "new_conversion = df_AB.loc[(df_AB['是否购买'] == '是') &\n",
    "(df_AB['页面版本'] == '新页面')].count()['用户码']\n",
    "old_conversion = df_AB.loc[(df_AB['是否购买'] == '是') &\n",
    "(df_AB['页面版本'] == '旧页面')].count()['用户码']\n",
    "user_count = df_AB.count()['用户码'] * 0.5\n",
    "print('新页面转化率：', (new_conversion / user_count))\n",
    "print('旧页面转化率：', (old_conversion / user_count))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "cc9e473f",
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy import stats #导入Scipy中的stats模块"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "e17cc78f",
   "metadata": {},
   "outputs": [],
   "source": [
    "def eval_AB_test(test_group, control_group): #定义函数\n",
    "    AB_test_result = stats.ttest_ind(test_group, control_group) #返回P值，t值\n",
    "    print('P值：', AB_test_result[1]) #P值\n",
    "    print('t值：', AB_test_result[0]) #t值\n",
    "    if AB_test_result [1] < 0.05: #以5%为阈值返回结果是否可信\n",
    "        print('结果可信')\n",
    "    else:\n",
    "        print('结果不可信')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "20de3915",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_AB['是否购买'].replace(to_replace='是', value=1, inplace=True) # 用“1”替换“是”\n",
    "df_AB['是否购买'].replace(to_replace='否', value=0, inplace=True) # 用“0”替换“否”\n",
    "df_test = df_AB.loc[(df_AB['页面版本'] == '新页面'), '是否购买'] # 测试组数组\n",
    "df_control = df_AB.loc[(df_AB['页面版本'] == '旧页面'), '是否购买'] # 控制组数组"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "d94756b5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "P值： 0.3373379549205895\n",
      "t值： 0.9595920452298816\n",
      "结果不可信\n"
     ]
    }
   ],
   "source": [
    "eval_AB_test(df_test, df_control) # 调用函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "178f75bb",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_test = df_AB.loc[(df_AB['页面版本'] == '新页面')&(df_AB['价值组别'] == '低'), '是否购买'] # 测试组数组( 低价值客户)\n",
    "df_control = df_AB.loc[(df_AB['页面版本'] == '旧页面')&(df_AB['价值组别'] == '低'), '是否购买']# 测试组数组( 高价值客户)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "6f5df614",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "P值： 0.038482218252095635\n",
      "t值： 2.0714847558201037\n",
      "结果可信\n"
     ]
    }
   ],
   "source": [
    "eval_AB_test(df_test, df_control) # 调用函数"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
